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The MCP Trust Index.

M8ven's public index of MCPs we've independently looked at. M8ven Verified is our verification program — each MCP can earn one or more tiers (behavior, code, or publisher).

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We verified this MCP by observing its actual behavior — tool calls, network activity, and side effects.

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We inspected the source code and checked that its capabilities match what the tool descriptions claim.

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The author of the MCP submitted it and confirmed ownership. Pairs with behavior or code for full trust.

Each MCP can earn one, two, or all three tiers independently.

39,570 MCPs on the index

Page 827 of 792

41/100
tools pending

Resume MCP Agent

by bugparty

Enables AI clients to manage resumes, match job descriptions, and generate tailored PDF resumes.

bugparty/resume-mcp-server

41/100
tools pending

mytool3

by reory

A lightweight MCP server that bridges Claude AI with local Python execution, enabling personalized greetings and demonstrating local tool integration.

reory/mcp-server

41/100
tools pending

mcp-xiaozhi-server

by 104gogo

Enables to modify and manage XiaoZhi platform agents, including changing LLM, TTS, voice, role template, and name, as well as retrieving agent list information.

104gogo/mcp-xiaozhi-server

41/100
tools pending

vmd-mcp

by omararias-gaguancela

Enables control of VMD2 for molecular dynamics analysis through natural language, allowing users to load structures, set representations, measure distances, compute RMSD, and render images without Tcl scripting.

OmarArias-Gaguancela/vmd-mcp

41/100
tools pending

mcp-pubmed

by benoitleq

An MCP server that provides direct access to PubMed and PubMed Central via the NCBI E-utilities API. It enables AI models to search biomedical literature, retrieve detailed article metadata, and download open-access full texts.

benoitleq/mcp-pubmed

41/100
tools pending

iOS MCP Server

by harshaneigapula

Allows LLMs to access, scan, and search photos on connected iOS devices via USB using libimobiledevice and ChromaDB. It supports semantic search, metadata filtering, and automated file organization for efficient media management.

harshaneigapula/ios_mcp

41/100
tools pending

midi-composer-mcp

by voho

Provides atomic music-theory and MIDI tools for composing, enabling LLMs to chain deterministic steps like scale/chord lookups, degree resolution, rhythm generation, and MIDI rendering.

voho/midi-composer-mcp

41/100
tools pending

Carrier Accounting MCP

by pramodmisra

Automates ingestion, normalization, validation, review, and posting of insurance carrier statements to Applied Epic, with safety features like trial mode and human review queues.

pramodmisra/carrier-accounting-mcp

41/100
tools pending

moe-mcp

by tiennt235

Enables querying a team of domain experts with automatic routing and traceable citations for accurate answers.

tiennt235/moe

41/100
tools pending

UK Business Tools - Ledgerhall

by paulieb89

Once connected, your AI agent can: Check any UK company — directors, shareholders, filing history, disqualified officers Research property — comparable sales, EPC ratings, Rightmove listings, rental yields, stamp duty Search case law and legislation — court judgments, Acts, Hansard debates, HMRC guidance Query GOV.UK — search 700k+ pages, resolve postcodes to councils, find policy

paulieb89/uk-business-mcp

41/100
tools pending

OneMap MCP Server

by linzele

Provides comprehensive access to Singapore's OneMap APIs, enabling AI assistants to perform location searches, routing, and coordinate conversions. It features over 35 tools for accessing thematic layers, population statistics, and public transport data.

linzele/mcp-onemap

41/100
tools pending

musescore-mcp

by strongbeen04

Enables Claude AI to convert, edit, and analyze MuseScore files (.mscz, .musicxml, MIDI) through natural language commands, supporting format conversion, transposition, harmony analysis, and more.

strongbeen04/MUSESCORE-MCP

41/100
tools pending

MCP Product Search Server

by hwqlet

Enables product search functionality via MCP, allowing Claude to search products by keyword with filters, list categories, and retrieve product details.

hwqlet/mcp-product-search

41/100
tools pending

Minimal MCP Server

by vijayliebe

A minimal MCP server boilerplate in Python for testing client-server communication, providing a simple 'hello' tool to verify connection.

vijayliebe/MCP_boilerplate

41/100
tools pending

mcp-fileencoding

by jidzhang

Enables AI assistants to read and write non-UTF-8 files (e.g., GBK, GB18030) on Windows by automatically detecting and converting encodings, preventing garbled text.

jidzhang/mcp-fileencoding

41/100
tools pending

blueprint-mcp

by kasun2006

📊 Generate diagrams for codebases and system architecture with Blueprint MCP, integrating easily with Arcade tools like HubSpot and Google Drive.

Kasun2006/blueprint-mcp

41/100
tools pending

Stock Market Real-Time Analyzer

by anshika1109

An MCP server that provides real-time stock market data and price comparisons from Yahoo Finance, Alpha Vantage, and Finnhub. It enables AI assistants to fetch individual quotes, compare data across multiple sources, and retrieve market metrics for various tickers.

anshika1109/stock-market-analyzer

41/100
tools pending

OmniMCP

by openadaptai

OmniMCP uses Microsoft OmniParser and Model Context Protocol (MCP) to provide AI models with rich UI context and powerful interaction capabilities.

OpenAdaptAI/OmniMCP

41/100
tools pending

Vizdown-MCP

by rutika196

Converts Markdown files into professional diagrams such as flowcharts, mind maps, and architecture diagrams using Mermaid.js and custom SVG renderers. It enables users to list, render, and export visualizations in multiple formats including SVG, PNG, and PDF.

rutika196/clarity-beta

41/100
tools pending

tradingview-mcp-india

by kumarakshay2456

Enables Indian stock-market (NSE/BSE) analysis via TradingView data, including top gainers, technical analysis, and backtesting tools.

kumarakshay2456/tradingview-mcp-india

41/100
tools pending

Document Organizer MCP

by bigbabyfilmrentals-tech

Enables agents to manage and organize local documents by listing, inspecting, extracting text, searching, and renaming files, with optional Google Drive integration.

bigbabyfilmrentals-tech/document-organizer-mcp

41/100
6 tools

LuckyCola MCP Server

by mingle98

Provides image compliance checking, recipe lookup, file operations (read/write/rename/delete), image compression, OCR text extraction, and JSON/Excel conversion through the LuckyCola platform API.

mingle98/luckycola-mcp

41/100
tools pending

EAG MCP Demo

by skinnymonk

A FastMCP server with web search, local notes CRUD, and a generative UI dashboard using Prefab.

SkinnyMonk/mcp-server

41/100
tools pending

Modular RAG MCP Server

by nobitalqs

A fully modular RAG system with MCP protocol integration, enabling hybrid retrieval, multimodal support, and dual-mode transport for connecting to AI assistants like GitHub Copilot and Claude Desktop.

nobitalqs/MODULAR-RAG-MCP-SERVER

41/100
tools pending

CanvasXpress MCP Server

by neuhausi

Converts natural language descriptions into validated CanvasXpress JSON configurations for chart generation using RAG and a built-in visualization knowledge base. It supports over 70 chart types and ensures generated configs are compatible with provided data headers and column types.

neuhausi/canvasxpress-mcp

41/100
tools pending

sample-mcp-server

by swaroop1769

A minimal MCP server demo in Python that exposes five tools for arithmetic and a simulated long-running process.

Swaroop1769/sample-mcp-server

41/100
tools pending

hokan MCP Server

by shinonft

An unofficial MCP server that integrates with the hokan Insurance CRM API v2 to manage customer data, schedules, and tasks. It also features specialized tools for Japanese insurance law compliance, including intent confirmation and regulatory check generation.

SHINONFT/hokan-mcp

41/100
tools pending

Instagram MCP Server

by halexandra45

Enables AI agents to access Instagram Business account analytics and insights, including follower demographics, post performance, and audience reach.

halexandra45/instagram-mcp

41/100
tools pending

Concierge Voyage MCP

by wassima-azzouzi

An interactive travel planning server that integrates flight searching, weather forecasting, and route calculation through external APIs like Amadeus and OpenWeather. It uses the Model Context Protocol to enable AI assistants to autonomously manage travel logistics and discover local services.

wassima-azzouzi/concierge-voyage-mcp

41/100
tools pending

Dice Roller MCP Server

by swayam-mishra

Provides comprehensive dice rolling, coin flipping, and tabletop RPG mechanics for AI assistants like Claude. It enables real-time tabletop gaming through features such as standard NdM notation, advantage/disadvantage rolls, and D\&D character stat generation.

swayam-mishra/MCP

41/100
tools pending

KSJ MCP Server

by chavezailabs

Converts handwritten journal photos into a searchable, AI-powered local knowledge base using Tesseract OCR. It enables users to query their notes, track insights, and export data through MCP-compatible AI assistants while maintaining complete local data privacy.

ChavezAILabs/ksj-mcp

41/100
tools pending

Semantic Search MCP Server

by camilojourney

Provides hybrid semantic and keyword code search for Claude Code using BM25 and vector retrieval. It enables indexing and searching local codebases with language-aware chunking and local embeddings.

camilojourney/holusight

41/100
tools pending

hexmux

by chichou

MCP server that enables AI agents to control IDA Pro instances via Unix-socket supervisor, providing tools for decompilation, disassembly, and Python scripting.

ChiChou/hexmux

41/100
tools pending

recon-mcp

by tobiasguta

A local Python MCP server for safe, human-led bug bounty recon, providing lightweight helpers for scope checks, headers, robots.txt, sitemap.xml, JavaScript URL collection, endpoint extraction, URL deduplication, evidence notes, and manual test planning.

tobiasGuta/recon-mcp

41/100
tools pending

Lunch Money MCP Server

by sharph

Enables interacting with the Lunch Money personal finance API through MCP tools for retrieving user info, transactions, and performing calculations, with minimal response sizes.

sharph/lunchmoney-mcp-mini

41/100
tools pending

mcp-annuities-server

by btholath

Enables retrieval of annuity client data, payout calculations, and portfolio analysis, with prompt templates for generating client reviews, summaries, and reports.

btholath/mcp-annuities-server

41/100
tools pending

Enterprise Financial Compliance Audit Framework

by nikhil-sharma-dotcom

A production-grade MCP server that automates financial compliance audits by combining LLMs with structured analysis, enabling policy validation, risk profiling, and automated reporting.

nikhil-sharma-dotcom/MCP-Server

41/100
tools pending

MCP Agent with Web Search Integration

by swastikmaiti

Enables interaction with an AI assistant powered by GPT-4o that can answer queries and fetch real-time web search data via Serper API.

swastikmaiti/ModelContextProtocol-MCP

41/100
tools pending

RankedLM MCP Server

by ezeh8

An auditable MCP gateway with JWT authentication and PostgreSQL audit logs, exposing 4 tools for permission validation, audit logging, access request, and history queries.

Ezeh8/rankedlm-tool-access-controller

41/100
tools pending

Google Sheets Kanban MCP Server

by mayronjr

Enables task management and Kanban board tracking using Google Sheets as a database via the Model Context Protocol. It supports advanced filtering, batch operations, and full lifecycle management of project tasks within a spreadsheet.

mayronjr/mcp-server-project-tracker

41/100
tools pending

vision_mcp

by rongtianjie

Enables LLMs like DeepSeek to understand images by calling external vision models via OpenAI-compatible API. Provides tools to describe images or diagnose connectivity.

rongtianjie/vision_mcp

41/100
tools pending

appium-mcp-server

by argneshu

Provides Appium mobile automation capabilities to Claude and other MCP-compatible clients, enabling cross-platform iOS and Android automation, element interaction, and session management.

argneshu/appium-mcp-server

41/100
tools pending

rocketmatter-mcp

by rosenadvertising

Enables interaction with Rocketmatter legal practice management via natural language, covering matters, clients, tasks, time, invoices, calendar, documents, and trust accounting.

RosenAdvertising/rocketmatter-mcp

41/100
tools pending

MCP-Server-for-CFD

by davefan-nchc

Provides aerodynamic analysis tools through MCP, enabling geometry generation, meshing, CFD solving, and visualization for 2D airfoils.

DaveFan-NCHC/MCP-Server-for-CFD

41/100
tools pending

Taipei Zoo Guide (mcp-tw-zoo)

by simonliu-moltbot

Provides information about animals at the Taipei Zoo, including their habits, habitats, and distribution across various park areas. It enables users to search for specific animals and browse regional guides using data from the Taipei City Open Data platform.

simonliu-moltbot/mcp-tw-zoo

41/100
3 tools

screenshot-vision-mcp

by avs845

An MCP server that captures screenshots of URLs or local app windows and analyzes them with a local Ollama vision model, enabling Claude to visually inspect web pages and desktop applications without sending image data externally.

AVS845/screenshot-vision-mcp

41/100
tools pending

ruvos_old

by dgdev25

rUvOS — the agentic operating system. A single static Rust binary that runs as an MCP server, giving Claude Code persistent memory, resumable signed sessions, multi-agent orchestration, a knowledge graph, safety guardrails, and a signed audit trail. Zero Node.js, zero SQLite, zero daemon.

dgdev25/ruvos_old

41/100
tools pending

MCP-QA

by qa-reysser

An MCP server for the comprehensive analysis of Swagger 2.0 and OpenAPI 3.x contracts. It allows users to extract detailed information about endpoints, request/response schemas, parameters, and security configurations from API documentation.

qa-reysser/mcp-qa

41/100
tools pending

Code Expert MCP Server

by lfnovo

Analyzes codebases from local directories, GitHub, and Azure DevOps, providing intelligent context to AI coding assistants through repository structure, critical files, and semantic maps.

lfnovo/code-expert-mcp

41/100
tools pending

PostgreSQL MCP Server

by adelhassen

Enables AI assistants to interact with PostgreSQL databases by executing SQL queries and inspecting database schemas. It provides tools to facilitate database exploration and management through the Model Context Protocol.

adelhassen/postgres-mcp-server

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